Education

Courses

Machine Learning MSc in Artificial Intelligence Linear regression, Logistic regresson, GDA, SVMs, kNN, Decision Trees, Clustering, Dimensionality reduction, ML engineering issues Theodoros Giannakopoulos
Deep Learning MSc in AI, MSc in Data Science Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks, LSTMs, Transformers, Applications of DL in Image, Speech and Language analysis Theodoros Giannakopoulos
Machine Learning for Multimodal Data MSc in Artificial Intelligence Audio segmentation and classification, image processing, image feature extraction, segmentation and classification, video analysis and multimodal fusion. Code and links to slides here Theodoros Giannakopoulos
Data Programming MSc in Data Science Preparatory course covering itro to Python programming, targeting in data science-related frameworks such as: numpy, pandas, sklearn, matplotlib, plotly. Jupyter notebooks of the cours here Theodoros Giannakopoulos

Past Theses

Year Type Title Author Supervisor
2023 MSc in "Artificial Intelligence" Deep Learning Methods for Cover Song Identification Petros Mitseas Theodoros Giannakopoulos
2022 MSc "Big Data and AI (Organized by NKUA)" Deep Learning Methods For Auditory Scene Analysis Giorgos Charitos Theodoros Giannakopoulos and Stavros Perantonis
2021 MSc in "Data Science" Photography Style Analysis using Machine Learning Stavros Niafas Theodoros Giannakopoulos
2021 Bachelor Thesis (NTUA) Emotion Driven Speaker Verification Dimitris Katsiros Theodoros Giannakopoulos (co-supervised, with School of Electrical Engineers Dept, NTUA.GR)
2021 Bachelor Thesis (NTUA) Machine Learning for Assessing the Quality of Speech with a Combination of Audio and Text Information (both Greek and English) Sofia Eleftheriou Theodoros Giannakopoulos (co-supervised, with School of Electrical Engineers Dept, NTUA.GR)
2021 MSc in "Data Science" Multimodal Workplace Monitoring for Work Related Fatigue Recognition Alexandros Mitsou Theodoros Giannakopoulos
2021 Bachelor Thesis (NTUA) Semi-Supervised learning for mice recordings analysis Vassilina Stoumpou Theodoros Giannakopoulos (co-supervised, with School of Electrical Engineers Dept, NTUA.GR)
2021 MSc in "Artificial Intelligence" Deep Learning for Music Emotion Recognition [ONLY IN GREEK] Aggelos Geroulanos Theodoros Giannakopoulos
2021 Bachelor Thesis (NTUA) Lyrics and Vocal Melody Generation conditioned on Accompaniment Melistas Thomas Theodoros Giannakopoulos (co-supervised, with School of Electrical Engineers Dept, NTUA.GR)
2021 MSc in "Data Science" Multimodal summarization of user-generated videos from wearable cameras Theodoros Psallidas Theodoros Giannakopoulos
2021 MSc in "Data Science" AI-based Plant Pathology Kyriakos Zorbas Theodoros Giannakopoulos
2021 MSc in "Data Science" Movie Shot Classification Using Machine Learning Apostolis Maniatis Theodoros Giannakopoulos
2020 MSc in "Data Science" Evaluation of Video Soundtracks using Machine Learning Georgios Touros Theodoros Giannakopoulos
2020 MSc in "Data Science" Instrument playing technique recognition Paraskevoudis Konstantinos Theodoros Giannakopoulos
2020 MSc in "Data Science" Deep learning music information retrieval for content-based movie recommendation Athanasios Karydis Theodoros Giannakopoulos
2019 PhD Person search using identity attributes Nikolaos Sarafianos Theodoros Giannakopoulos (co-supervised, joint PhD program between NCSR Demokritos and University of Houston)
2019 PhD From body to brain: using AI to identify user skills & intentions in interactive scenarios Michalis Papakostas Theodoros Giannakopoulos (co-supervised, joint PhD program between NCSR Demokritos and University of Texas at Arlighton)
2015 Undergrad Thesis Content-based movie recommendation system, using subtitles [ONLY IN GREEK] Konstantinos Bougatiotis Theodoros Giannakopoulos (co-supervised, with School of Electrical Engineers Dept, NTUA.GR)
2015 MSc "Information Technologies in Medicine and Biology" Thesis Multimedia Content Analysis For The Assessment of Depression Level Smailis Christos Theodoros Giannakopoulos and Stavros Perantonis
2013 Undergrad Thesis Speaker diarization using visual information [ONLY IN GREEK] Nikolaos Sarafianos Theodoros Giannakopoulos (co-supervised, with School of Electrical Engineers Dept, NTUA.GR)